A K-factor above 1 means each user brings more than one new user and growth compounds on its own. It is rare. Most products that claim to be viral have a coefficient well under 1, which means referrals help but do not carry growth.
Even a K below 1 lowers blended CAC, see customer acquisition cost.
True virality, a K-factor sustained above 1, is extraordinarily rare and usually short-lived. Most products with real referral programs run a coefficient between 0.2 and 0.7, which meaningfully lowers acquisition cost without carrying growth on its own.
That is still valuable. A coefficient below 1 is not a failure. It is a discount on every other channel, since each cohort partly seeds the next. Chasing a mythical K above 1 is less useful than steadily nudging the one you have upward.
The strongest loops are baked into using the product, not bolted on as a referral page.
Every step in the invite flow drops your conversion rate. Cut them.
Two-sided incentives lift both invites sent and invites accepted.
Even a K under 1 lowers blended CAC. Optimise it, do not worship it.
The K-factor, the number of new users each existing user generates through invitations.
Multiply the average number of invites each user sends by the share of those invites that convert into active users.
Each user brings in more than one new user, so growth becomes self-sustaining. It is rare and usually short-lived.
No. A coefficient under 1 still lowers blended acquisition cost because each cohort partly seeds the next. It just does not carry growth alone.
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